Binomial Distribution Question

Click For Summary

Homework Help Overview

The discussion revolves around a binomial distribution problem related to a baseball player's batting average and the probability of achieving a certain number of hits over a series of games. The original poster presents a scenario involving a player with a .300 batting average and seeks to calculate probabilities for two specific cases over a three-game series.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the application of the binomial distribution formula, questioning whether the original poster's interpretation of "two hits or less" is correctly calculated. There is consideration of whether to sum probabilities for different outcomes to arrive at the correct answer.

Discussion Status

Participants are actively engaging with the problem, clarifying the correct approach to calculating cumulative probabilities. Some guidance has been provided regarding the use of the binomial distribution formula and the potential use of Excel functions for calculations. The conversation reflects a collaborative effort to ensure understanding of the problem setup and calculations.

Contextual Notes

There is a focus on ensuring the correct interpretation of the problem statement, particularly regarding the cumulative nature of the probability calculations. Participants express concerns about the accuracy of their methods and the need to clarify definitions and assumptions related to the binomial distribution.

RJLiberator
Gold Member
Messages
1,094
Reaction score
63

Homework Statement



A good hitter in baseball has a batting average of .300 which means that the hitter will be successful three times out of 10 tries on average. Assume that the batter has four times at bat per game.a) What is the probability that he will get two hits or less in a three game series?
b) What is the probability that he will get five or more hits in a three-game series?

Homework Equations



Binomial distribution: P_n(n) = \frac{N!}{n!(N-n)!}p^nq^{(N-n)}

The Attempt at a Solution

For a) I use
p = 0.300
q = 0.700
n = 2 hits or less
N = 12 aka total at bats

I solve directly and get an answer of 0.168.

This seems reasonable to me.

Am I using the binomial distribution correctly here? If so, I will proceed to part b.

Thank you.
 
Physics news on Phys.org
RJLiberator said:
I solve directly and get an answer of 0.168.

This seems reasonable to me.

Am I using the binomial distribution correctly here? If so, I will proceed to part b.

Thank you.

Is that for exactly two hits or two hits or fewer?

Did you know that the Excel spreadsheet has a BINOMDIST function?
 
This is for Two hits or less in 12 at bats.

I was worried about that issue. Would I need to calculate P_12(1) and P_12(0) and add the probabilities together to get the correct answer?
 
RJLiberator said:
This is for Two hits or less in 12 at bats.

I was worried about that issue. Would I need to calculate P_12(1) and P_12(0) and add the probabilities together to get the correct answer?

Yes, the formula you quoted is for exactly ##n## hits in ##N## trials. To get ##n## or fewer you need the sum of that formula from ##0## to ##n##.

If you have Excel check it out, as you can do "cumulative" = "True" or "False" as required:

=BINOMDIST(2,12,0.3,TRUE)
=BINOMDIST(2,12,0.3,FALSE)

Will give the value for two hits or fewer and two hits exactly respectively.
 
Allright, so now the answer to A is P_12(2)+P_12(1)+P_12(0) = 0.168+0.014+0.071 = 0.253

This makes more reasonable sense to me and I see how it makes sense with the additions of the probabilities as it relates to the question. Now I will consider part b.
 
Now that I got the hang of this, this is quite easy (I think).

So for part b, all I did was calculate the probabilities P_12(4) and P_12(3). I used my previous answer in A and summed up these values. I then took 1-this sum and that is the probability that he gets 5 hits or more.

This turned out to be 0.276 which is a reasonable number.
 

Similar threads

  • · Replies 8 ·
Replies
8
Views
3K
Replies
4
Views
2K
  • · Replies 13 ·
Replies
13
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 10 ·
Replies
10
Views
2K
  • · Replies 6 ·
Replies
6
Views
3K
Replies
2
Views
2K
  • · Replies 15 ·
Replies
15
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K